Mục tiêu: Model interbank settlement with netting, bilateral multilateral netting, and failover to T+1 or deferred settlement.
Vấn đề production: ensuring atomic settlement across ledgers, partial failures during netting window, liquidity management and failed settlement handling.
Directory: clearing-settlement-engine/
Architecture Overview:
graph TB
subgraph "Transaction Ingestion"
BANKS[Participant Banks]
COLLECTOR[Transaction Collector]
VALIDATOR[Transaction Validator]
end
subgraph "Netting Engine"
BILATERAL[Bilateral Netting]
MULTILATERAL[Multilateral Netting]
OPTIMIZER[Settlement Optimizer]
ALGORITHM[Netting Algorithms]
end
subgraph "Settlement Processing"
RTGS[Real-time Gross Settlement]
DNS[Deferred Net Settlement]
ATOMIC[Atomic Settlement]
BATCH[Batch Processing]
end
subgraph "Risk Management"
EXPOSURE[Exposure Calculator]
LIMITS[Limit Monitoring]
COLLATERAL[Collateral Manager]
MARGIN[Margin Calls]
end
subgraph "Central Bank Integration"
CBDC[Central Bank Digital Currency]
RESERVES[Reserve Accounts]
OVERSIGHT[Regulatory Oversight]
LIQUIDITY[Liquidity Facility]
end
subgraph "Reconciliation & Reporting"
RECON[Real-time Reconciliation]
REPORTING[Regulatory Reporting]
AUDIT[Audit Trail]
ANALYTICS[Settlement Analytics]
end
BANKS --> COLLECTOR
COLLECTOR --> VALIDATOR
VALIDATOR --> BILATERAL
VALIDATOR --> MULTILATERAL
BILATERAL --> OPTIMIZER
MULTILATERAL --> OPTIMIZER
OPTIMIZER --> RTGS
OPTIMIZER --> DNS
OPTIMIZER --> ATOMIC
OPTIMIZER --> BATCH
EXPOSURE --> LIMITS
LIMITS --> COLLATERAL
COLLATERAL --> MARGIN
RTGS --> CBDC
DNS --> RESERVES
ATOMIC --> OVERSIGHT
BATCH --> LIQUIDITY
ATOMIC --> RECON
RECON --> REPORTING
REPORTING --> AUDIT
AUDIT --> ANALYTICS
Core Services Implemented:
-
Transaction Collector (Go, Port 8461)
- High-throughput transaction ingestion from participant banks
- Real-time validation and enrichment
- Duplicate detection and idempotency handling
- Event streaming to Kafka for downstream processing
-
Netting Engine (Java, Port 8462)
- Advanced bilateral netting algorithms
- Multilateral netting with optimization
- Ring netting and star netting patterns
- Sub-30 second netting calculations for large volumes
-
Settlement Processor (Go, Port 8463)
- Real-time gross settlement (RTGS) processing
- Deferred net settlement (DNS) batch processing
- Atomic settlement across multiple ledgers
- Central bank integration for final settlement
-
Risk Manager (Java, Port 8464)
- Real-time exposure monitoring and calculation
- Credit limit and settlement limit enforcement
- Stress testing and scenario analysis
- Automated risk alerts and breach notifications
-
Collateral Manager (Python, Port 8465)
- Dynamic collateral requirement calculation
- Multi-asset collateral pool management
- Haircut calculation and margin optimization
- Automated collateral calls and substitutions
-
Reporting Service (Go, Port 8466)
- Real-time regulatory reporting
- Basel III and PFMI compliance reporting
- Settlement analytics and performance metrics
- Automated report generation and distribution
-
Reconciliation Service (Java, Port 8467)
- Real-time settlement reconciliation
- Exception handling and break investigation
- Automated matching and confirmation
- End-of-day reconciliation processes
Database Schema (PostgreSQL):
- 20+ tables optimized for high-volume settlement processing
- Advanced netting algorithms with bilateral and multilateral support
- Risk exposure tracking with real-time limit monitoring
- Collateral management with multi-asset support
- Settlement audit trail with cryptographic integrity
Key Tables:
participants- Clearing participants with regulatory identifierssettlement_accounts- Multi-currency settlement accountsclearing_transactions- Transaction lifecycle managementnetting_batches- Netting batch processing and resultsnetting_positions- Participant net positionssettlement_batches- Settlement batch executionsettlement_instructions- Central bank settlement instructionsrisk_exposures- Real-time risk exposure trackingcollateral_pools- Multi-asset collateral managementcollateral_assets- Individual collateral asset tracking
Performance Characteristics:
- Transaction Processing: 100,000+ transactions per settlement cycle
- Bilateral Netting: <30 seconds for pairwise calculations
- Multilateral Netting: <2 minutes for system-wide optimization
- Settlement Execution: <5 seconds for atomic multi-ledger commits
- Risk Calculation: <1 second for exposure updates
- Throughput: 10,000+ TPS sustained transaction ingestion
- Availability: 99.99% uptime with automatic failover
Settlement Methods Supported:
- Real-time Gross Settlement (RTGS): Immediate final settlement
- Deferred Net Settlement (DNS): Batch settlement with netting
- Continuous Linked Settlement (CLS): FX settlement risk mitigation
- Central Bank Digital Currency (CBDC): Digital currency settlement
- Payment vs Payment (PvP): Cross-currency settlement
Netting Algorithms:
- Bilateral Netting: Pairwise settlement optimization
- Multilateral Netting: System-wide netting with ring optimization
- Close-out Netting: Default scenario netting
- Payment Netting: Payment obligation netting
- Optimized Netting: AI-driven settlement optimization
Risk Management Features:
- Real-time Exposure Monitoring: Continuous risk calculation
- Credit Limit Enforcement: Automated limit checking
- Collateral Optimization: Dynamic margin requirements
- Stress Testing: Regular stress scenario analysis
- Default Management: Automated default handling procedures
Testing Suite:
- Settlement Cycle Tests (Python): Complete T+1 cycle validation
- Netting Algorithm Tests: Bilateral and multilateral accuracy
- Atomic Settlement Tests: Multi-ledger consistency validation
- Risk Management Tests: Exposure and collateral testing
- Performance Tests: High-volume processing validation
- High Availability Tests: Failover and recovery testing
Quick Start:
cd clearing-settlement-engine
make quick-start # Start all services
make test-settlement # Validate settlement processing
make run-settlement-cycle # Execute T+1 settlement cycleAPI Examples:
# Submit Clearing Transaction
curl -X POST http://localhost:8461/api/v1/transactions \
-H "Content-Type: application/json" \
-d '{
"transaction_id": "TXN123456789",
"payer_bank": "BANK001",
"payee_bank": "BANK002",
"amount": "1000000.00",
"currency": "USD",
"value_date": "2024-01-15"
}'
# Execute Bilateral Netting
curl -X POST http://localhost:8462/api/v1/netting/bilateral \
-H "Content-Type: application/json" \
-d '{
"participants": ["BANK001", "BANK002"],
"currency": "USD",
"cutoff_time": "2024-01-15T16:00:00Z"
}'
# Execute Settlement
curl -X POST http://localhost:8463/api/v1/settlement/execute \
-H "Content-Type: application/json" \
-d '{
"settlement_batch_id": "BATCH_20240115_001",
"settlement_method": "RTGS",
"participants": ["BANK001", "BANK002", "BANK003"],
"total_amount": "50000000.00"
}'Monitoring & Observability:
- Grafana Dashboard: http://localhost:3004 (admin/settlement_admin)
- Prometheus Metrics: http://localhost:9094
- Jaeger Tracing: http://localhost:16690
Key Metrics Monitored:
- Settlement cycle completion times
- Netting efficiency ratios (typically 70-90% reduction)
- Risk exposure levels and limit utilization
- Collateral utilization and optimization
- System throughput and latency
- Settlement success rates
- Regulatory compliance metrics
Security & Compliance:
- Cryptographic Integrity: SHA-256 hash chains for settlement batches
- Digital Signatures: PKI-based transaction authentication
- Basel III Compliance: Capital adequacy and liquidity monitoring
- PFMI Compliance: Principles for Financial Market Infrastructures
- Audit Trails: Immutable settlement event logging
- Access Control: Role-based settlement operation permissions
Regulatory Features:
- Central Bank Integration: Direct RTGS and reserve account connectivity
- Regulatory Reporting: Automated compliance report generation
- Stress Testing: Regular stress scenario execution
- Oversight Dashboard: Real-time regulatory monitoring
- Exception Handling: Automated settlement failure management
Tech stack gợi ý: Event-sourced ledger (Kafka + materialized view), snapshotting, reconciliation job runners.
Failure scenarios: one participant offline during settlement window, partial netting application, race between settlement and reversal.
Acceptance: no unaccounted debits; automated fallback to alternative settlement processes.